Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 8655 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.5 MiB |
| Average record size in memory | 425.8 B |
Variable types
| Categorical | 5 |
|---|---|
| Boolean | 2 |
| Numeric | 8 |
tipo_residencia is highly imbalanced (72.7%) | Imbalance |
qtd_filhos has 5486 (63.4%) zeros | Zeros |
Reproduction
| Analysis started | 2024-06-27 21:07:50.042036 |
|---|---|
| Analysis finished | 2024-06-27 21:07:57.369572 |
| Duration | 7.33 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
sexo
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 490.4 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8655 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 5491 | |
| M | 3164 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 5491 | |
| m | 3164 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 5491 | |
| M | 3164 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8655 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 5491 | |
| M | 3164 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8655 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 5491 | |
| M | 3164 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8655 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 5491 | |
| M | 3164 |
posse_de_veiculo
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5011 | |
| True | 3644 |
posse_de_imovel
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 5657 | |
| False | 2998 |
qtd_filhos
Real number (ℝ)
ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51611785 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 5486 |
| Zeros (%) | 63.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.79615885 |
|---|---|
| Coefficient of variation (CV) | 1.5425912 |
| Kurtosis | 20.701327 |
| Mean | 0.51611785 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.4591857 |
| Sum | 4467 |
| Variance | 0.63386891 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5486 | |
| 1 | 2064 | 23.8% |
| 2 | 959 | 11.1% |
| 3 | 127 | 1.5% |
| 4 | 13 | 0.2% |
| 7 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5486 | |
| 1 | 2064 | 23.8% |
| 2 | 959 | 11.1% |
| 3 | 127 | 1.5% |
| 4 | 13 | 0.2% |
| 5 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 13 | 0.2% |
| 3 | 127 | 1.5% |
| 2 | 959 | 11.1% |
| 1 | 2064 | 23.8% |
| 0 | 5486 |
tipo_renda
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 697.3 KiB |
| Assalariado | |
|---|---|
| Empresário | |
| Servidor público | |
| Bolsista | 7 |
| Pensionista | 5 |
Length
| Max length | 16 |
|---|---|
| Median length | 11 |
| Mean length | 11.229463 |
| Min length | 8 |
Characters and Unicode
| Total characters | 97191 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Empresário |
|---|---|
| 2nd row | Assalariado |
| 3rd row | Empresário |
| 4th row | Servidor público |
| 5th row | Assalariado |
Common Values
| Value | Count | Frequency (%) |
| Assalariado | 5364 | |
| Empresário | 2398 | |
| Servidor público | 881 | 10.2% |
| Bolsista | 7 | 0.1% |
| Pensionista | 5 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| assalariado | 5364 | |
| empresário | 2398 | |
| servidor | 881 | 9.2% |
| público | 881 | 9.2% |
| bolsista | 7 | 0.1% |
| pensionista | 5 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 16104 | |
| s | 13150 | |
| r | 11922 | |
| i | 9541 | |
| o | 9536 | |
| l | 6252 | 6.4% |
| d | 6245 | 6.4% |
| A | 5364 | 5.5% |
| e | 3284 | 3.4% |
| p | 3279 | 3.4% |
| Other values (13) | 12514 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 87655 | |
| Uppercase Letter | 8655 | 8.9% |
| Space Separator | 881 | 0.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 16104 | |
| s | 13150 | |
| r | 11922 | |
| i | 9541 | |
| o | 9536 | |
| l | 6252 | 7.1% |
| d | 6245 | 7.1% |
| e | 3284 | 3.7% |
| p | 3279 | 3.7% |
| m | 2398 | 2.7% |
| Other values (7) | 5944 | 6.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 5364 | |
| E | 2398 | |
| S | 881 | 10.2% |
| B | 7 | 0.1% |
| P | 5 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 881 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 96310 | |
| Common | 881 | 0.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 16104 | |
| s | 13150 | |
| r | 11922 | |
| i | 9541 | |
| o | 9536 | |
| l | 6252 | 6.5% |
| d | 6245 | 6.5% |
| A | 5364 | 5.6% |
| e | 3284 | 3.4% |
| p | 3279 | 3.4% |
| Other values (12) | 11633 |
Common
| Value | Count | Frequency (%) |
| 881 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 93912 | |
| None | 3279 | 3.4% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 16104 | |
| s | 13150 | |
| r | 11922 | |
| i | 9541 | |
| o | 9536 | |
| l | 6252 | 6.7% |
| d | 6245 | 6.6% |
| A | 5364 | 5.7% |
| e | 3284 | 3.5% |
| p | 3279 | 3.5% |
| Other values (11) | 9235 |
None
| Value | Count | Frequency (%) |
| á | 2398 | |
| ú | 881 | 26.9% |
educacao
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 766.3 KiB |
| Secundário | |
|---|---|
| Superior completo | |
| Superior incompleto | 367 |
| Primário | 66 |
| Pós graduação | 14 |
Length
| Max length | 19 |
|---|---|
| Median length | 10 |
| Mean length | 13.072559 |
| Min length | 8 |
Characters and Unicode
| Total characters | 113143 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Secundário |
|---|---|
| 2nd row | Superior completo |
| 3rd row | Superior completo |
| 4th row | Superior completo |
| 5th row | Secundário |
Common Values
| Value | Count | Frequency (%) |
| Secundário | 4868 | |
| Superior completo | 3340 | |
| Superior incompleto | 367 | 4.2% |
| Primário | 66 | 0.8% |
| Pós graduação | 14 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| secundário | 4868 | |
| superior | 3707 | |
| completo | 3340 | |
| incompleto | 367 | 3.0% |
| primário | 66 | 0.5% |
| pós | 14 | 0.1% |
| graduação | 14 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 16069 | |
| r | 12428 | |
| e | 12282 | |
| i | 9074 | |
| u | 8589 | |
| S | 8575 | |
| c | 8575 | |
| p | 7414 | 6.6% |
| n | 5235 | 4.6% |
| á | 4934 | 4.4% |
| Other values (12) | 19968 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 100767 | |
| Uppercase Letter | 8655 | 7.6% |
| Space Separator | 3721 | 3.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 16069 | |
| r | 12428 | |
| e | 12282 | |
| i | 9074 | |
| u | 8589 | |
| c | 8575 | |
| p | 7414 | |
| n | 5235 | 5.2% |
| á | 4934 | 4.9% |
| d | 4882 | 4.8% |
| Other values (9) | 11285 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 8575 | |
| P | 80 | 0.9% |
Space Separator
| Value | Count | Frequency (%) |
| 3721 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 109422 | |
| Common | 3721 | 3.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 16069 | |
| r | 12428 | |
| e | 12282 | |
| i | 9074 | |
| u | 8589 | |
| S | 8575 | |
| c | 8575 | |
| p | 7414 | |
| n | 5235 | 4.8% |
| á | 4934 | 4.5% |
| Other values (11) | 16247 |
Common
| Value | Count | Frequency (%) |
| 3721 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 108167 | |
| None | 4976 | 4.4% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 16069 | |
| r | 12428 | |
| e | 12282 | |
| i | 9074 | |
| u | 8589 | |
| S | 8575 | |
| c | 8575 | |
| p | 7414 | |
| n | 5235 | 4.8% |
| d | 4882 | 4.5% |
| Other values (8) | 15044 |
None
| Value | Count | Frequency (%) |
| á | 4934 | |
| ó | 14 | 0.3% |
| ç | 14 | 0.3% |
| ã | 14 | 0.3% |
estado_civil
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 562.1 KiB |
| Casado | |
|---|---|
| Solteiro | |
| União | |
| Separado | 535 |
| Viúvo | 222 |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.2665511 |
| Min length | 5 |
Characters and Unicode
| Total characters | 54237 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Solteiro |
|---|---|
| 2nd row | Casado |
| 3rd row | Casado |
| 4th row | Casado |
| 5th row | Solteiro |
Common Values
| Value | Count | Frequency (%) |
| Casado | 6150 | |
| Solteiro | 1069 | 12.4% |
| União | 679 | 7.8% |
| Separado | 535 | 6.2% |
| Viúvo | 222 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| casado | 6150 | |
| solteiro | 1069 | 12.4% |
| união | 679 | 7.8% |
| separado | 535 | 6.2% |
| viúvo | 222 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 9724 | |
| d | 6685 | |
| C | 6150 | |
| s | 6150 | |
| i | 1970 | 3.6% |
| e | 1604 | 3.0% |
| S | 1604 | 3.0% |
| r | 1604 | 3.0% |
| l | 1069 | 2.0% |
| Other values (8) | 4307 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 45582 | |
| Uppercase Letter | 8655 | 16.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 9724 | |
| d | 6685 | |
| s | 6150 | |
| i | 1970 | 4.3% |
| e | 1604 | 3.5% |
| r | 1604 | 3.5% |
| l | 1069 | 2.3% |
| t | 1069 | 2.3% |
| n | 679 | 1.5% |
| Other values (4) | 1658 | 3.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 6150 | |
| S | 1604 | 18.5% |
| U | 679 | 7.8% |
| V | 222 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 54237 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 9724 | |
| d | 6685 | |
| C | 6150 | |
| s | 6150 | |
| i | 1970 | 3.6% |
| e | 1604 | 3.0% |
| S | 1604 | 3.0% |
| r | 1604 | 3.0% |
| l | 1069 | 2.0% |
| Other values (8) | 4307 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 53336 | |
| None | 901 | 1.7% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 13370 | |
| o | 9724 | |
| d | 6685 | |
| C | 6150 | |
| s | 6150 | |
| i | 1970 | 3.7% |
| e | 1604 | 3.0% |
| S | 1604 | 3.0% |
| r | 1604 | 3.0% |
| l | 1069 | 2.0% |
| Other values (6) | 3406 | 6.4% |
None
| Value | Count | Frequency (%) |
| ã | 679 | |
| ú | 222 | 24.6% |
tipo_residencia
Categorical
IMBALANCE 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 525.6 KiB |
| Casa | |
|---|---|
| Com os pais | 472 |
| Governamental | 252 |
| Aluguel | 128 |
| Estúdio | 61 |
Length
| Max length | 13 |
|---|---|
| Median length | 4 |
| Mean length | 4.7448873 |
| Min length | 4 |
Characters and Unicode
| Total characters | 41067 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Casa |
|---|---|
| 2nd row | Casa |
| 3rd row | Casa |
| 4th row | Casa |
| 5th row | Governamental |
Common Values
| Value | Count | Frequency (%) |
| Casa | 7698 | |
| Com os pais | 472 | 5.5% |
| Governamental | 252 | 2.9% |
| Aluguel | 128 | 1.5% |
| Estúdio | 61 | 0.7% |
| Comunitário | 44 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| casa | 7698 | |
| com | 472 | 4.9% |
| os | 472 | 4.9% |
| pais | 472 | 4.9% |
| governamental | 252 | 2.6% |
| aluguel | 128 | 1.3% |
| estúdio | 61 | 0.6% |
| comunitário | 44 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 16372 | |
| s | 8703 | |
| C | 8214 | |
| o | 1345 | 3.3% |
| 944 | 2.3% | |
| m | 768 | 1.9% |
| e | 632 | 1.5% |
| i | 621 | 1.5% |
| n | 548 | 1.3% |
| l | 508 | 1.2% |
| Other values (12) | 2412 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 31468 | |
| Uppercase Letter | 8655 | 21.1% |
| Space Separator | 944 | 2.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 16372 | |
| s | 8703 | |
| o | 1345 | 4.3% |
| m | 768 | 2.4% |
| e | 632 | 2.0% |
| i | 621 | 2.0% |
| n | 548 | 1.7% |
| l | 508 | 1.6% |
| p | 472 | 1.5% |
| t | 357 | 1.1% |
| Other values (7) | 1142 | 3.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 8214 | |
| G | 252 | 2.9% |
| A | 128 | 1.5% |
| E | 61 | 0.7% |
Space Separator
| Value | Count | Frequency (%) |
| 944 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 40123 | |
| Common | 944 | 2.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 16372 | |
| s | 8703 | |
| C | 8214 | |
| o | 1345 | 3.4% |
| m | 768 | 1.9% |
| e | 632 | 1.6% |
| i | 621 | 1.5% |
| n | 548 | 1.4% |
| l | 508 | 1.3% |
| p | 472 | 1.2% |
| Other values (11) | 1940 | 4.8% |
Common
| Value | Count | Frequency (%) |
| 944 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40962 | |
| None | 105 | 0.3% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 16372 | |
| s | 8703 | |
| C | 8214 | |
| o | 1345 | 3.3% |
| 944 | 2.3% | |
| m | 768 | 1.9% |
| e | 632 | 1.5% |
| i | 621 | 1.5% |
| n | 548 | 1.3% |
| l | 508 | 1.2% |
| Other values (10) | 2307 | 5.6% |
None
| Value | Count | Frequency (%) |
| ú | 61 | |
| á | 44 |
idade
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.7316 |
| Minimum | 22 |
|---|---|
| Maximum | 67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 33 |
| median | 40 |
| Q3 | 48 |
| 95-th percentile | 57 |
| Maximum | 67 |
| Range | 45 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 9.3794241 |
|---|---|
| Coefficient of variation (CV) | 0.23027389 |
| Kurtosis | -0.77727369 |
| Mean | 40.7316 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.24648417 |
| Sum | 352532 |
| Variance | 87.973597 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 369 | 4.3% |
| 39 | 323 | 3.7% |
| 37 | 317 | 3.7% |
| 43 | 315 | 3.6% |
| 32 | 315 | 3.6% |
| 33 | 306 | 3.5% |
| 41 | 300 | 3.5% |
| 34 | 300 | 3.5% |
| 28 | 294 | 3.4% |
| 38 | 293 | 3.4% |
| Other values (36) | 5523 |
| Value | Count | Frequency (%) |
| 22 | 10 | 0.1% |
| 23 | 19 | 0.2% |
| 24 | 70 | 0.8% |
| 25 | 91 | 1.1% |
| 26 | 123 | |
| 27 | 286 | |
| 28 | 294 | |
| 29 | 257 | |
| 30 | 287 | |
| 31 | 268 |
| Value | Count | Frequency (%) |
| 67 | 1 | < 0.1% |
| 66 | 6 | 0.1% |
| 65 | 4 | < 0.1% |
| 64 | 25 | 0.3% |
| 63 | 28 | 0.3% |
| 62 | 35 | 0.4% |
| 61 | 28 | 0.3% |
| 60 | 92 | |
| 59 | 73 | |
| 58 | 71 |
tempo_emprego
Real number (ℝ)
| Distinct | 2589 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7959767 |
| Minimum | 0.11780822 |
|---|---|
| Maximum | 42.906849 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 0.11780822 |
|---|---|
| 5-th percentile | 0.72520548 |
| Q1 | 3.0465753 |
| median | 6.0520548 |
| Q3 | 10.268493 |
| 95-th percentile | 21.550685 |
| Maximum | 42.906849 |
| Range | 42.789041 |
| Interquartile range (IQR) | 7.2219178 |
Descriptive statistics
| Standard deviation | 6.7404803 |
|---|---|
| Coefficient of variation (CV) | 0.86461012 |
| Kurtosis | 3.444574 |
| Mean | 7.7959767 |
| Median Absolute Deviation (MAD) | 3.4219178 |
| Skewness | 1.6723556 |
| Sum | 67474.178 |
| Variance | 45.434075 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.216438356 | 25 | 0.3% |
| 6.934246575 | 20 | 0.2% |
| 1.098630137 | 20 | 0.2% |
| 5.717808219 | 18 | 0.2% |
| 3.602739726 | 16 | 0.2% |
| 4.517808219 | 16 | 0.2% |
| 4.964383562 | 16 | 0.2% |
| 4.931506849 | 16 | 0.2% |
| 7.520547945 | 16 | 0.2% |
| 4.597260274 | 15 | 0.2% |
| Other values (2579) | 8477 |
| Value | Count | Frequency (%) |
| 0.1178082192 | 1 | < 0.1% |
| 0.1780821918 | 1 | < 0.1% |
| 0.2 | 3 | |
| 0.2164383562 | 1 | < 0.1% |
| 0.2410958904 | 1 | < 0.1% |
| 0.2438356164 | 2 | < 0.1% |
| 0.2493150685 | 2 | < 0.1% |
| 0.2520547945 | 1 | < 0.1% |
| 0.2547945205 | 6 | |
| 0.2602739726 | 4 |
| Value | Count | Frequency (%) |
| 42.90684932 | 2 | < 0.1% |
| 41.2 | 11 | |
| 40.78630137 | 2 | < 0.1% |
| 40.57534247 | 6 | |
| 39.82465753 | 4 | < 0.1% |
| 39.65205479 | 3 | < 0.1% |
| 39.48767123 | 1 | < 0.1% |
| 39.28219178 | 1 | < 0.1% |
| 38.40547945 | 1 | < 0.1% |
| 36.86575342 | 2 | < 0.1% |
qt_pessoas_residencia
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3047949 |
| Minimum | 1 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 15 |
| Range | 14 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.94644867 |
|---|---|
| Coefficient of variation (CV) | 0.41064333 |
| Kurtosis | 8.1777357 |
| Mean | 2.3047949 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3304013 |
| Sum | 19948 |
| Variance | 0.89576508 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 4500 | |
| 3 | 1715 | 19.8% |
| 1 | 1381 | 16.0% |
| 4 | 917 | 10.6% |
| 5 | 123 | 1.4% |
| 6 | 14 | 0.2% |
| 9 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1381 | 16.0% |
| 2 | 4500 | |
| 3 | 1715 | 19.8% |
| 4 | 917 | 10.6% |
| 5 | 123 | 1.4% |
| 6 | 14 | 0.2% |
| 7 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 15 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 14 | 0.2% |
| 5 | 123 | 1.4% |
| 4 | 917 | 10.6% |
| 3 | 1715 | 19.8% |
| 2 | 4500 | |
| 1 | 1381 | 16.0% |
renda
Real number (ℝ)
| Distinct | 8126 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6113.0778 |
| Minimum | 118.71 |
|---|---|
| Maximum | 245141.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 118.71 |
|---|---|
| 5-th percentile | 962.968 |
| Q1 | 2114.015 |
| median | 3696.89 |
| Q3 | 6824.885 |
| 95-th percentile | 17727.223 |
| Maximum | 245141.67 |
| Range | 245022.96 |
| Interquartile range (IQR) | 4710.87 |
Descriptive statistics
| Standard deviation | 9048.2806 |
|---|---|
| Coefficient of variation (CV) | 1.4801514 |
| Kurtosis | 133.50575 |
| Mean | 6113.0778 |
| Median Absolute Deviation (MAD) | 1976.29 |
| Skewness | 8.5695652 |
| Sum | 52908688 |
| Variance | 81871382 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9106.83 | 2 | < 0.1% |
| 2294.57 | 2 | < 0.1% |
| 2466.77 | 2 | < 0.1% |
| 7371.25 | 2 | < 0.1% |
| 740.32 | 2 | < 0.1% |
| 16911.02 | 2 | < 0.1% |
| 4523.84 | 2 | < 0.1% |
| 2386.69 | 2 | < 0.1% |
| 3582.35 | 2 | < 0.1% |
| 557.74 | 2 | < 0.1% |
| Other values (8116) | 8635 |
| Value | Count | Frequency (%) |
| 118.71 | 1 | |
| 211.04 | 1 | |
| 249.14 | 1 | |
| 275.11 | 1 | |
| 300.76 | 1 | |
| 307.48 | 1 | |
| 316.7 | 1 | |
| 319.78 | 1 | |
| 321.7 | 1 | |
| 327.51 | 2 |
| Value | Count | Frequency (%) |
| 245141.67 | 1 | |
| 179538.8 | 1 | |
| 172748.39 | 1 | |
| 166223.85 | 1 | |
| 154006.23 | 1 | |
| 140482.94 | 1 | |
| 121348.3 | 1 | |
| 119626.38 | 1 | |
| 107414.21 | 1 | |
| 102641.07 | 1 |
renda_per_capita
Real number (ℝ)
| Distinct | 8139 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3089.744 |
| Minimum | 70.346667 |
|---|---|
| Maximum | 122570.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 70.346667 |
|---|---|
| 5-th percentile | 387.387 |
| Q1 | 936.71125 |
| median | 1774.95 |
| Q3 | 3433.5092 |
| 95-th percentile | 9531.782 |
| Maximum | 122570.84 |
| Range | 122500.49 |
| Interquartile range (IQR) | 2496.7979 |
Descriptive statistics
| Standard deviation | 4850.2522 |
|---|---|
| Coefficient of variation (CV) | 1.569791 |
| Kurtosis | 109.6327 |
| Mean | 3089.744 |
| Median Absolute Deviation (MAD) | 1018.46 |
| Skewness | 7.9039666 |
| Sum | 26741734 |
| Variance | 23524946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 805.59 | 3 | < 0.1% |
| 1821.366 | 2 | < 0.1% |
| 581.45 | 2 | < 0.1% |
| 11506.64 | 2 | < 0.1% |
| 2564.1 | 2 | < 0.1% |
| 889.385 | 2 | < 0.1% |
| 1433.86 | 2 | < 0.1% |
| 1403.965 | 2 | < 0.1% |
| 5631.91 | 2 | < 0.1% |
| 2695.695 | 2 | < 0.1% |
| Other values (8129) | 8634 |
| Value | Count | Frequency (%) |
| 70.34666667 | 1 | |
| 74.388 | 1 | |
| 83.04666667 | 1 | |
| 92.8475 | 2 | |
| 98.67166667 | 1 | |
| 100.2533333 | 1 | |
| 104.9625 | 1 | |
| 109.9375 | 1 | |
| 111.0175 | 1 | |
| 111.4 | 1 |
| Value | Count | Frequency (%) |
| 122570.835 | 1 | |
| 89769.4 | 1 | |
| 86374.195 | 1 | |
| 83111.925 | 1 | |
| 77003.115 | 1 | |
| 70241.47 | 1 | |
| 64245.29 | 1 | |
| 60803.32 | 1 | |
| 59813.19 | 1 | |
| 57222.81 | 1 |
tempo_emprego_idade_ratio
Real number (ℝ)
| Distinct | 4124 |
|---|---|
| Distinct (%) | 47.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18883257 |
| Minimum | 0.0022655427 |
|---|---|
| Maximum | 0.69204596 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 0.0022655427 |
|---|---|
| 5-th percentile | 0.019081951 |
| Q1 | 0.076883562 |
| median | 0.15825523 |
| Q3 | 0.26526952 |
| 95-th percentile | 0.48263014 |
| Maximum | 0.69204596 |
| Range | 0.68978041 |
| Interquartile range (IQR) | 0.18838596 |
Descriptive statistics
| Standard deviation | 0.14303674 |
|---|---|
| Coefficient of variation (CV) | 0.75747916 |
| Kurtosis | 0.61887199 |
| Mean | 0.18883257 |
| Median Absolute Deviation (MAD) | 0.089990387 |
| Skewness | 1.02721 |
| Sum | 1634.3459 |
| Variance | 0.020459508 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4063680118 | 15 | 0.2% |
| 0.1885083714 | 13 | 0.2% |
| 0.325463336 | 13 | 0.2% |
| 0.4326384753 | 12 | 0.1% |
| 0.1487722926 | 12 | 0.1% |
| 0.2100801241 | 11 | 0.1% |
| 0.6866666667 | 11 | 0.1% |
| 0.4175490559 | 11 | 0.1% |
| 0.1937110834 | 11 | 0.1% |
| 0.07181996086 | 10 | 0.1% |
| Other values (4114) | 8536 |
| Value | Count | Frequency (%) |
| 0.002265542677 | 1 | |
| 0.003846153846 | 1 | |
| 0.004507291206 | 1 | |
| 0.004605071408 | 1 | |
| 0.00521601686 | 2 | |
| 0.005324373223 | 1 | |
| 0.005379825654 | 1 | |
| 0.005381604697 | 1 | |
| 0.005405405405 | 1 | |
| 0.005479452055 | 1 |
| Value | Count | Frequency (%) |
| 0.6920459567 | 2 | < 0.1% |
| 0.6866666667 | 11 | |
| 0.6836561171 | 3 | < 0.1% |
| 0.6737803413 | 1 | < 0.1% |
| 0.6651695486 | 6 | |
| 0.6637442922 | 4 | < 0.1% |
| 0.6583170254 | 2 | < 0.1% |
| 0.6581278539 | 1 | < 0.1% |
| 0.6542573194 | 2 | < 0.1% |
| 0.6537606617 | 2 | < 0.1% |
log_renda
Real number (ℝ)
| Distinct | 8126 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2667925 |
| Minimum | 4.7766835 |
|---|---|
| Maximum | 12.409592 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.7 KiB |
Quantile statistics
| Minimum | 4.7766835 |
|---|---|
| 5-th percentile | 6.8700202 |
| Q1 | 7.6563441 |
| median | 8.2152472 |
| Q3 | 8.8283308 |
| 95-th percentile | 9.7828564 |
| Maximum | 12.409592 |
| Range | 7.632908 |
| Interquartile range (IQR) | 1.1719866 |
Descriptive statistics
| Standard deviation | 0.89746077 |
|---|---|
| Coefficient of variation (CV) | 0.10856215 |
| Kurtosis | 0.35992408 |
| Mean | 8.2667925 |
| Median Absolute Deviation (MAD) | 0.58793653 |
| Skewness | 0.31130627 |
| Sum | 71549.089 |
| Variance | 0.80543583 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.11677996 | 2 | < 0.1% |
| 7.738300741 | 2 | < 0.1% |
| 7.810664882 | 2 | < 0.1% |
| 8.905342577 | 2 | < 0.1% |
| 6.607082525 | 2 | < 0.1% |
| 9.735720759 | 2 | < 0.1% |
| 8.41711647 | 2 | < 0.1% |
| 7.777662748 | 2 | < 0.1% |
| 8.183774289 | 2 | < 0.1% |
| 6.323892904 | 2 | < 0.1% |
| Other values (8116) | 8635 |
| Value | Count | Frequency (%) |
| 4.776683544 | 1 | |
| 5.352047689 | 1 | |
| 5.518014987 | 1 | |
| 5.617171018 | 1 | |
| 5.706312605 | 1 | |
| 5.728410044 | 1 | |
| 5.757954954 | 1 | |
| 5.767633259 | 1 | |
| 5.773619434 | 1 | |
| 5.791518589 | 2 |
| Value | Count | Frequency (%) |
| 12.40959157 | 1 | |
| 12.09814662 | 1 | |
| 12.05959142 | 1 | |
| 12.02109065 | 1 | |
| 11.94474834 | 1 | |
| 11.85284134 | 1 | |
| 11.7064202 | 1 | |
| 11.69212866 | 1 | |
| 11.58444776 | 1 | |
| 11.53899342 | 1 |
| sexo | posse_de_veiculo | posse_de_imovel | qtd_filhos | tipo_renda | educacao | estado_civil | tipo_residencia | idade | tempo_emprego | qt_pessoas_residencia | renda | renda_per_capita | tempo_emprego_idade_ratio | log_renda | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | F | False | True | 0 | Empresário | Secundário | Solteiro | Casa | 26 | 6.602740 | 1.0 | 8060.34 | 8060.340000 | 0.253952 | 8.994711 |
| 1 | M | True | True | 0 | Assalariado | Superior completo | Casado | Casa | 28 | 7.183562 | 2.0 | 1852.15 | 926.075000 | 0.256556 | 7.524102 |
| 2 | F | True | True | 0 | Empresário | Superior completo | Casado | Casa | 35 | 0.838356 | 2.0 | 2253.89 | 1126.945000 | 0.023953 | 7.720413 |
| 3 | F | False | True | 1 | Servidor público | Superior completo | Casado | Casa | 30 | 4.846575 | 3.0 | 6600.77 | 2200.256667 | 0.161553 | 8.794942 |
| 4 | M | True | False | 0 | Assalariado | Secundário | Solteiro | Governamental | 33 | 4.293151 | 1.0 | 6475.97 | 6475.970000 | 0.130095 | 8.775854 |
| 5 | F | False | True | 0 | Assalariado | Superior completo | Casado | Casa | 39 | 4.345205 | 2.0 | 1445.87 | 722.935000 | 0.111416 | 7.276466 |
| 6 | F | False | True | 0 | Empresário | Superior completo | Viúvo | Casa | 55 | 6.378082 | 1.0 | 1726.03 | 1726.030000 | 0.115965 | 7.453579 |
| 7 | F | False | True | 0 | Empresário | Secundário | Casado | Casa | 36 | 3.104110 | 2.0 | 2515.98 | 1257.990000 | 0.086225 | 7.830418 |
| 8 | F | False | True | 0 | Assalariado | Secundário | Casado | Casa | 50 | 18.605479 | 2.0 | 3420.34 | 1710.170000 | 0.372110 | 8.137495 |
| 9 | M | True | True | 0 | Assalariado | Superior completo | Casado | Casa | 60 | 10.558904 | 2.0 | 12939.14 | 6469.570000 | 0.175982 | 9.468012 |
| sexo | posse_de_veiculo | posse_de_imovel | qtd_filhos | tipo_renda | educacao | estado_civil | tipo_residencia | idade | tempo_emprego | qt_pessoas_residencia | renda | renda_per_capita | tempo_emprego_idade_ratio | log_renda | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8645 | F | False | False | 1 | Assalariado | Secundário | Casado | Casa | 48 | 4.304110 | 3.0 | 2265.91 | 755.303333 | 0.089669 | 7.725732 |
| 8646 | F | False | True | 0 | Assalariado | Superior completo | Solteiro | Casa | 55 | 9.556164 | 1.0 | 4360.44 | 4360.440000 | 0.173748 | 8.380328 |
| 8647 | M | False | False | 0 | Assalariado | Secundário | Solteiro | Com os pais | 24 | 3.293151 | 1.0 | 2284.69 | 2284.690000 | 0.137215 | 7.733986 |
| 8648 | F | True | False | 0 | Assalariado | Superior completo | Casado | Casa | 37 | 3.457534 | 2.0 | 529.27 | 264.635000 | 0.093447 | 6.271499 |
| 8649 | M | True | False | 2 | Assalariado | Secundário | Casado | Casa | 41 | 19.679452 | 4.0 | 3971.13 | 992.782500 | 0.479987 | 8.286806 |
| 8650 | M | False | True | 0 | Assalariado | Superior completo | Casado | Casa | 58 | 4.164384 | 2.0 | 15702.40 | 7851.200000 | 0.071800 | 9.661569 |
| 8651 | M | False | False | 1 | Assalariado | Superior completo | Casado | Casa | 33 | 1.041096 | 3.0 | 1918.14 | 639.380000 | 0.031548 | 7.559111 |
| 8652 | F | True | True | 0 | Assalariado | Superior completo | Casado | Casa | 45 | 7.832877 | 2.0 | 604.82 | 302.410000 | 0.174064 | 6.404931 |
| 8653 | M | True | False | 0 | Empresário | Superior completo | Casado | Casa | 36 | 4.298630 | 2.0 | 3352.27 | 1676.135000 | 0.119406 | 8.117393 |
| 8654 | F | False | True | 2 | Servidor público | Secundário | União | Casa | 34 | 7.219178 | 4.0 | 1160.99 | 290.247500 | 0.212329 | 7.057028 |